SNOTEL Seasonality

Whiskey creek full record

## Warning: Removed 18659 rows containing missing values (geom_path).

Look at raw data

## Warning: Removed 35 rows containing missing values (geom_path).

## Warning: Removed 16 rows containing missing values (geom_path).

How much data is missing?

** A lot of data missing in April let’s throw that out

## Warning: Removed 65 rows containing non-finite values (stat_boxplot).

Look at seasonal monthly median

## Warning: Factor `month` contains implicit NA, consider using
## `forcats::fct_explicit_na`

Seasonal monthly mean

## Warning: Factor `month` contains implicit NA, consider using
## `forcats::fct_explicit_na`

look at max each water year

## Warning: Removed 3 rows containing missing values (position_stack).

Beaver Spring

plot PRISM with Snow course SWE

## Warning: Removed 14206 rows containing missing values (position_stack).

compare max SWE snow course to PRISM max accumulated

# Whiskey Creek ## plot PRISM with Snow course SWE

## Warning: Removed 14155 rows containing missing values (position_stack).

compare SWE snotel to swe snow course for whiskey creek and beaver springs

## Warning: Removed 1 rows containing missing values (geom_point).

## Warning: Removed 1 rows containing missing values (geom_point).

compare SWE SNODAS to swe snow course for whiskey creek and beaver springs